Technical processes in video rendering, processing, and optimization
Generating multiple items together at once rather than individually. Batch processing is more efficient and faster than processing items one at a time.
A process that removes visual noise and artifacts from videos, making them look cleaner and more professional. Denoising is central to how diffusion models work.
The process of computing final video frames from model data and effects. Rendering combines all elements into the playable video file you see on screen.
An initial random number that determines the specific output of AI generation. Using the same seed produces identical results, enabling reproducibility and iteration.
A technique that increases video resolution (like converting 480p to 1080p) while maintaining quality. Upscaling uses AI to intelligently add detail rather than simply enlarging pixels.